In order to illustrate the significance of these three points, we benchmark on the ScanNet dataset [1]} and SceneNN dataset [2]} with extensive qualitative analyses and A/B user tests. Clear conclusions are reached, showing that users prefer LASST results generated with natural viewpoints, semantic alignment and the HSV regularization.
